Can someone direct me to a sites and/or videos that can bring an absolute beginner up to speed with AI?
I think the best approach would be to pick up a good book that lays out the fundamentals very well.

Artificial Intelligence: A Modern Approach (AIMA) is a great place to begin with! It is used as a reference textbook for many university level AI courses. It has helped me quite a lot as a student.